RankEvolve: Automating the Discovery of Retrieval Algorithms via LLM-Driven Evolution

Jinming Nian, Fangchen Li, Dae Hoon Park +1

Retrieval algorithms like BM25 and query likelihood with Dirichlet smoothing remain strong and efficient first-stage rankers, yet improvements have mostly relied on parameter tunin…